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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Apache Kafka Broker Startup
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Iterative Dvc Pipeline Reproduction
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Trailofbits Fickling Pickle Decompilation and Tracing
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
Principles
- Principle:DistrictDataLabs Yellowbrick Estimator Wrapping
- Principle:Open compass VLMEvalKit MCQ Evaluation
- Principle:OpenGVLab InternVL VQA Accuracy Scoring
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:Microsoft Agent framework Workflow Event Streaming
- Principle:OWASP Www project top 10 for large language model applications Mitigation Gap Analysis
- Principle:DataTalksClub Data engineering zoomcamp Dbt Intermediate Layer
- Principle:Tencent Ncnn Model Merging
- Principle:Bentoml BentoML Model Cleanup
- Principle:CrewAIInc CrewAI Performance Testing
Implementations
- Implementation:FlowiseAI Flowise AsyncDropdown
- Implementation:Sktime Pytorch forecasting DeepAR Predict
- Implementation:Microsoft Autogen TaskResult Console
- Implementation:Togethercomputer Together python Check File
- Implementation:NVIDIA TransformerEngine Userbuffers Host
- Implementation:Apache Paimon TableSchema Python
- Implementation:Scikit learn contrib Imbalanced learn Sphinx Documentation Config
- Implementation:OpenGVLab InternVL CLIPVisionTower
- Implementation:Ollama Ollama Format Bytes
- Implementation:Cleanlab Cleanlab Datalab Find Issues
Heuristics
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:Apache Airflow Memory Management Tips
Environments
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Dotnet Machinelearning Platform Architecture Support